Inselspital, Bern University Hospital

Differentiable surrogate for near-infrared light transport in the human head, predicting time-resolved fluence 466x faster than Monte Carlo.

Chest CT masked autoencoder pretrained on over 5,000 volumes, fine-tuned to classify interstitial lung disease under Fleischner Society criteria.

Generative foundation model for intracranial EEG whose attention separates content, time and channel, so one checkpoint fits any electrode montage.

PET/CT foundation model pretrained by cross-modal masked autoencoding on whole-body scans, for tumor lesion segmentation and lymphoma staging.

Generative toolkit that synthesizes six aligned immunohistochemistry markers from one H&E histopathology image, trained on unpaired stains.